{"slug":"conda","name":"conda","domain":null,"verdict":"As of 2026-07-20, ChatGPT, Claude, Gemini, Grok collectively rank conda #7 of 8 for python package manager. Source: https://modelsagree.com/product/conda (modelsagree.com, CC BY 4.0).","best_rank":7,"categories":1,"entries":[{"slug":"best-python-package-manager","title":"Best Python package manager","rank":7,"of":8,"score":1,"appearances":1,"modelRanks":{"Claude":5},"reason":"Still the entrenched standard in scientific computing and data science; conda-forge's binary coverage for compiled scientific stacks remains unmatched in breadth, mamba's libsolv solver fixed the historical slowness, and institutional support (HPC clusters, enterprise Anaconda) keeps it load-bearing. Near-tie with pip+venv — ranked below because pixi now does conda's job better for new projects.","reasons":[{"model":"Claude","reason":"Still the entrenched standard in scientific computing and data science; conda-forge's binary coverage for compiled scientific stacks remains unmatched in breadth, mamba's libsolv solver fixed the historical slowness, and institutional support (HPC clusters, enterprise Anaconda) keeps it load-bearing. Near-tie with pip+venv — ranked below because pixi now does conda's job better for new projects."}],"fixes":[{"model":"Claude","fix":"Heavyweight, activation-based environments that mix poorly with pyproject.toml-native tooling, plus Anaconda's commercial licensing terms for the default channel have burned enterprises — you must consciously stick to conda-forge/miniforge."}],"updated":"2026-07-20","rank_history":{"days":["2026-07-19","2026-07-20"],"ranks":[7,null]},"api":"https://modelsagree.com/api/v1/best/best-python-package-manager.json"}],"page":"https://modelsagree.com/product/conda","check":"https://modelsagree.com/check?q=conda","updated":"2026-07-21T04:28:25.186Z","attribution":"modelsagree.com, CC BY 4.0"}